Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 1456 |
| Missing cells | 548 |
| Missing cells (%) | 1.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 584.3 KiB |
| Average record size in memory | 411.0 B |
Variable types
| NUM | 23 |
|---|---|
| CAT | 3 |
Reproduction
| Analysis started | 2020-03-24 23:30:12.635709 |
|---|---|
| Analysis finished | 2020-03-24 23:33:06.862445 |
| Version | pandas-profiling v2.5.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
week_start_date has a high cardinality: 1049 distinct values | High cardinality |
id has a high cardinality: 1456 distinct values | High cardinality |
reanalysis_avg_temp_k is highly correlated with reanalysis_air_temp_k | High Correlation |
reanalysis_air_temp_k is highly correlated with reanalysis_avg_temp_k | High Correlation |
reanalysis_sat_precip_amt_mm is highly correlated with precipitation_amt_mm | High Correlation |
precipitation_amt_mm is highly correlated with reanalysis_sat_precip_amt_mm | High Correlation |
reanalysis_specific_humidity_g_per_kg is highly correlated with reanalysis_dew_point_temp_k | High Correlation |
reanalysis_dew_point_temp_k is highly correlated with reanalysis_specific_humidity_g_per_kg | High Correlation |
reanalysis_tdtr_k is highly correlated with reanalysis_max_air_temp_k | High Correlation |
reanalysis_max_air_temp_k is highly correlated with reanalysis_tdtr_k | High Correlation |
ndvi_ne has 194 (13.3%) missing values | Missing |
ndvi_nw has 52 (3.6%) missing values | Missing |
ndvi_se has 22 (1.5%) missing values | Missing |
ndvi_sw has 22 (1.5%) missing values | Missing |
station_avg_temp_c has 43 (3.0%) missing values | Missing |
station_diur_temp_rng_c has 43 (3.0%) missing values | Missing |
station_max_temp_c has 20 (1.4%) missing values | Missing |
station_precip_mm has 22 (1.5%) missing values | Missing |
week_start_date only contains datetime values, but is categorical. Consider applying pd.to_datetime() | Type |
precipitation_amt_mm has 239 (16.4%) zeros | Zeros |
reanalysis_sat_precip_amt_mm has 239 (16.4%) zeros | Zeros |
station_precip_mm has 42 (2.9%) zeros | Zeros |
total_cases has 100 (6.9%) zeros | Zeros |
city
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.8 KiB |
| sj | |
|---|---|
| iq |
| Value | Count | Frequency (%) | |
| sj | 936 | 64.3% | |
| iq | 520 | 35.7% |
Length
| Max length | 2 |
|---|---|
| Mean length | 2 |
| Min length | 2 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| Latin | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 4 | 100.0% |
year
Real number (ℝ≥0)
| Distinct count | 21 |
|---|---|
| Unique (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2001.031593 |
|---|---|
| Minimum | 1990 |
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 1990 |
|---|---|
| 5-th percentile | 1991 |
| Q1 | 1997 |
| median | 2002 |
| Q3 | 2005 |
| 95-th percentile | 2009 |
| Maximum | 2010 |
| Range | 20 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.408313996 |
|---|---|
| Coefficient of variation (CV) | 0.002702762922 |
| Kurtosis | -0.8870678947 |
| Mean | 2001.031593 |
| Median Absolute Deviation (MAD) | 4.522859181 |
| Skewness | -0.4038904198 |
| Sum | 2913502 |
| Variance | 29.24986028 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1990. 1999.5 2007.5 2010. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2001 | 104 | 7.1% | |
| 2003 | 104 | 7.1% | |
| 2002 | 104 | 7.1% | |
| 2007 | 104 | 7.1% | |
| 2006 | 104 | 7.1% | |
| 2005 | 104 | 7.1% | |
| 2004 | 104 | 7.1% | |
| 2000 | 78 | 5.4% | |
| 2008 | 69 | 4.7% | |
| 1991 | 52 | 3.6% | |
| Other values (11) | 529 | 36.3% |
| Value | Count | Frequency (%) | |
| 1990 | 35 | 2.4% | |
| 1991 | 52 | 3.6% | |
| 1992 | 52 | 3.6% | |
| 1993 | 52 | 3.6% | |
| 1994 | 52 | 3.6% |
| Value | Count | Frequency (%) | |
| 2010 | 26 | 1.8% | |
| 2009 | 52 | 3.6% | |
| 2008 | 69 | 4.7% | |
| 2007 | 104 | 7.1% | |
| 2006 | 104 | 7.1% |
weekofyear
Real number (ℝ≥0)
| Distinct count | 53 |
|---|---|
| Unique (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.50343407 |
|---|---|
| Minimum | 1 |
| Maximum | 53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 13.75 |
| median | 26.5 |
| Q3 | 39.25 |
| 95-th percentile | 50 |
| Maximum | 53 |
| Range | 52 |
| Interquartile range (IQR) | 25.5 |
Descriptive statistics
| Standard deviation | 15.01943718 |
|---|---|
| Coefficient of variation (CV) | 0.5666977776 |
| Kurtosis | -1.19898123 |
| Mean | 26.50343407 |
| Median Absolute Deviation (MAD) | 13.00343407 |
| Skewness | 0.001373119167 |
| Sum | 38589 |
| Variance | 225.5834934 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1. 1.5 53. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 27 | 28 | 1.9% | |
| 26 | 28 | 1.9% | |
| 24 | 28 | 1.9% | |
| 23 | 28 | 1.9% | |
| 22 | 28 | 1.9% | |
| 21 | 28 | 1.9% | |
| 20 | 28 | 1.9% | |
| 19 | 28 | 1.9% | |
| 18 | 28 | 1.9% | |
| 17 | 28 | 1.9% | |
| Other values (43) | 1176 | 80.8% |
| Value | Count | Frequency (%) | |
| 1 | 28 | 1.9% | |
| 2 | 28 | 1.9% | |
| 3 | 28 | 1.9% | |
| 4 | 28 | 1.9% | |
| 5 | 28 | 1.9% |
| Value | Count | Frequency (%) | |
| 53 | 5 | 0.3% | |
| 52 | 23 | 1.6% | |
| 51 | 28 | 1.9% | |
| 50 | 28 | 1.9% | |
| 49 | 28 | 1.9% |
| Distinct count | 1049 |
|---|---|
| Unique (%) | 72.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.8 KiB |
| 2002-07-16 | 2 |
|---|---|
| 2000-08-19 | 2 |
| 2007-05-07 | 2 |
| 2005-04-16 | 2 |
| 2001-01-29 | 2 |
| Other values (1044) |
| Value | Count | Frequency (%) | |
| 2002-07-16 | 2 | 0.1% | |
| 2000-08-19 | 2 | 0.1% | |
| 2007-05-07 | 2 | 0.1% | |
| 2005-04-16 | 2 | 0.1% | |
| 2001-01-29 | 2 | 0.1% | |
| 2002-04-09 | 2 | 0.1% | |
| 2007-03-26 | 2 | 0.1% | |
| 2000-07-08 | 2 | 0.1% | |
| 2001-10-01 | 2 | 0.1% | |
| 2004-04-08 | 2 | 0.1% | |
| Other values (1039) | 1436 | 98.6% |
Length
| Max length | 10 |
|---|---|
| Mean length | 10 |
| Min length | 10 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 10 | 90.9% | |
| Dash_Punctuation | 1 | 9.1% |
| Value | Count | Frequency (%) | |
| Common | 11 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 11 | 100.0% |
| Distinct count | 1214 |
|---|---|
| Unique (%) | 96.2% |
| Missing | 194 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1422935374 |
|---|---|
| Minimum | -0.40625 |
| Maximum | 0.5083571 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | -0.40625 |
|---|---|
| 5-th percentile | -0.07424 |
| Q1 | 0.04495 |
| median | 0.12881665 |
| Q3 | 0.248483325 |
| 95-th percentile | 0.36356622 |
| Maximum | 0.5083571 |
| Range | 0.9146071 |
| Interquartile range (IQR) | 0.203533325 |
Descriptive statistics
| Standard deviation | 0.1405311531 |
|---|---|
| Coefficient of variation (CV) | 0.9876144461 |
| Kurtosis | -0.1339580913 |
| Mean | 0.1422935374 |
| Median Absolute Deviation (MAD) | 0.1153998534 |
| Skewness | -0.1108412278 |
| Sum | 179.5744442 |
| Variance | 0.019749005 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.0969 | 3 | 0.2% | |
| 0.0802 | 3 | 0.2% | |
| 0.1194 | 3 | 0.2% | |
| 0.0455 | 3 | 0.2% | |
| -0.0479 | 2 | 0.1% | |
| 0.1121 | 2 | 0.1% | |
| 0.1016 | 2 | 0.1% | |
| 0.0632 | 2 | 0.1% | |
| 0.1097 | 2 | 0.1% | |
| 0.0144 | 2 | 0.1% | |
| Other values (1204) | 1238 | 85.0% | |
| (Missing) | 194 | 13.3% |
| Value | Count | Frequency (%) | |
| -0.40625 | 1 | 0.1% | |
| -0.3214 | 1 | 0.1% | |
| -0.3084 | 1 | 0.1% | |
| -0.2902 | 1 | 0.1% | |
| -0.287 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0.5083571 | 1 | 0.1% | |
| 0.5010286 | 1 | 0.1% | |
| 0.4934 | 1 | 0.1% | |
| 0.4884 | 1 | 0.1% | |
| 0.4882286 | 1 | 0.1% |
| Distinct count | 1365 |
|---|---|
| Unique (%) | 97.2% |
| Missing | 52 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1305525761 |
|---|---|
| Minimum | -0.4561 |
| Maximum | 0.4544286 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | -0.4561 |
|---|---|
| 5-th percentile | -0.0542933305 |
| Q1 | 0.0492166675 |
| median | 0.1214286 |
| Q3 | 0.2166 |
| 95-th percentile | 0.330700005 |
| Maximum | 0.4544286 |
| Range | 0.9105286 |
| Interquartile range (IQR) | 0.1673833325 |
Descriptive statistics
| Standard deviation | 0.1199990627 |
|---|---|
| Coefficient of variation (CV) | 0.9191627332 |
| Kurtosis | 0.05983516898 |
| Mean | 0.1305525761 |
| Median Absolute Deviation (MAD) | 0.09740831536 |
| Skewness | -0.008168361413 |
| Sum | 183.2958169 |
| Variance | 0.01439977504 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.0846 | 3 | 0.2% | |
| 0.07825 | 3 | 0.2% | |
| 0.1127 | 3 | 0.2% | |
| 0.0278 | 3 | 0.2% | |
| 0.0705 | 2 | 0.1% | |
| 0.0815 | 2 | 0.1% | |
| 0.1611 | 2 | 0.1% | |
| 0.2725 | 2 | 0.1% | |
| 0.0702 | 2 | 0.1% | |
| 0.1688 | 2 | 0.1% | |
| Other values (1355) | 1380 | 94.8% | |
| (Missing) | 52 | 3.6% |
| Value | Count | Frequency (%) | |
| -0.4561 | 1 | 0.1% | |
| -0.3096 | 1 | 0.1% | |
| -0.2528 | 1 | 0.1% | |
| -0.2498 | 1 | 0.1% | |
| -0.2153 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0.4544286 | 1 | 0.1% | |
| 0.445 | 1 | 0.1% | |
| 0.4371 | 1 | 0.1% | |
| 0.4330143 | 1 | 0.1% | |
| 0.4287714 | 1 | 0.1% |
| Distinct count | 1395 |
|---|---|
| Unique (%) | 97.3% |
| Missing | 22 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.203783189 |
|---|---|
| Minimum | -0.01553333 |
| Maximum | 0.5383143 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | -0.01553333 |
|---|---|
| 5-th percentile | 0.094823095 |
| Q1 | 0.155087475 |
| median | 0.19605 |
| Q3 | 0.248845825 |
| 95-th percentile | 0.341862005 |
| Maximum | 0.5383143 |
| Range | 0.55384763 |
| Interquartile range (IQR) | 0.09375835 |
Descriptive statistics
| Standard deviation | 0.07385973904 |
|---|---|
| Coefficient of variation (CV) | 0.3624427481 |
| Kurtosis | 0.5753176264 |
| Mean | 0.203783189 |
| Median Absolute Deviation (MAD) | 0.0574706179 |
| Skewness | 0.5733772074 |
| Sum | 292.2250931 |
| Variance | 0.005455261052 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.1343143 | 2 | 0.1% | |
| 0.2658571 | 2 | 0.1% | |
| 0.08821429 | 2 | 0.1% | |
| 0.2047143 | 2 | 0.1% | |
| 0.1886286 | 2 | 0.1% | |
| 0.2273429 | 2 | 0.1% | |
| 0.3020714 | 2 | 0.1% | |
| 0.1908714 | 2 | 0.1% | |
| 0.1842429 | 2 | 0.1% | |
| 0.2154143 | 2 | 0.1% | |
| Other values (1385) | 1414 | 97.1% | |
| (Missing) | 22 | 1.5% |
| Value | Count | Frequency (%) | |
| -0.01553333 | 1 | 0.1% | |
| 0.006183333 | 1 | 0.1% | |
| 0.02834286 | 1 | 0.1% | |
| 0.02988 | 1 | 0.1% | |
| 0.036 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0.5383143 | 1 | 0.1% | |
| 0.4842857 | 1 | 0.1% | |
| 0.4734 | 1 | 0.1% | |
| 0.45538 | 1 | 0.1% | |
| 0.4438 | 1 | 0.1% |
| Distinct count | 1388 |
|---|---|
| Unique (%) | 96.8% |
| Missing | 22 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2023054907 |
|---|---|
| Minimum | -0.06345714 |
| Maximum | 0.5460167 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | -0.06345714 |
|---|---|
| 5-th percentile | 0.088909 |
| Q1 | 0.144208725 |
| median | 0.18945 |
| Q3 | 0.24698215 |
| 95-th percentile | 0.368839285 |
| Maximum | 0.5460167 |
| Range | 0.60947384 |
| Interquartile range (IQR) | 0.102773425 |
Descriptive statistics
| Standard deviation | 0.08390267779 |
|---|---|
| Coefficient of variation (CV) | 0.4147325784 |
| Kurtosis | 0.710497942 |
| Mean | 0.2023054907 |
| Median Absolute Deviation (MAD) | 0.06521592538 |
| Skewness | 0.754952134 |
| Sum | 290.1060737 |
| Variance | 0.00703965934 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.1882286 | 3 | 0.2% | |
| 0.1688714 | 3 | 0.2% | |
| 0.1830571 | 2 | 0.1% | |
| 0.1876 | 2 | 0.1% | |
| 0.09934286 | 2 | 0.1% | |
| 0.1776429 | 2 | 0.1% | |
| 0.1879571 | 2 | 0.1% | |
| 0.1705857 | 2 | 0.1% | |
| 0.2104571 | 2 | 0.1% | |
| 0.1955571 | 2 | 0.1% | |
| Other values (1378) | 1412 | 97.0% | |
| (Missing) | 22 | 1.5% |
| Value | Count | Frequency (%) | |
| -0.06345714 | 1 | 0.1% | |
| -0.02248571 | 1 | 0.1% | |
| 0.01025 | 1 | 0.1% | |
| 0.0116 | 1 | 0.1% | |
| 0.02602857 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0.5460167 | 1 | 0.1% | |
| 0.5457286 | 1 | 0.1% | |
| 0.5148286 | 1 | 0.1% | |
| 0.4934429 | 1 | 0.1% | |
| 0.4898714 | 1 | 0.1% |
| Distinct count | 1157 |
|---|---|
| Unique (%) | 80.2% |
| Missing | 13 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.76038808 |
|---|---|
| Minimum | 0 |
| Maximum | 390.6 |
| Zeros | 239 |
| Zeros (%) | 16.4% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 9.8 |
| median | 38.34 |
| Q3 | 70.235 |
| 95-th percentile | 121.631 |
| Maximum | 390.6 |
| Range | 390.6 |
| Interquartile range (IQR) | 60.435 |
Descriptive statistics
| Standard deviation | 43.71553699 |
|---|---|
| Coefficient of variation (CV) | 0.9553139478 |
| Kurtosis | 6.780028322 |
| Mean | 45.76038808 |
| Median Absolute Deviation (MAD) | 33.48166343 |
| Skewness | 1.737448864 |
| Sum | 66032.24 |
| Variance | 1911.048174 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 239 | 16.4% | |
| 34.54 | 2 | 0.1% | |
| 37.28 | 2 | 0.1% | |
| 75.33 | 2 | 0.1% | |
| 86.14 | 2 | 0.1% | |
| 60.71 | 2 | 0.1% | |
| 65.82 | 2 | 0.1% | |
| 9.96 | 2 | 0.1% | |
| 61.8 | 2 | 0.1% | |
| 6.09 | 2 | 0.1% | |
| Other values (1147) | 1186 | 81.5% | |
| (Missing) | 13 | 0.9% |
| Value | Count | Frequency (%) | |
| 0 | 239 | 16.4% | |
| 0.49 | 1 | 0.1% | |
| 0.61 | 1 | 0.1% | |
| 0.63 | 1 | 0.1% | |
| 0.78 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 390.6 | 1 | 0.1% | |
| 389.6 | 1 | 0.1% | |
| 287.55 | 1 | 0.1% | |
| 245.73 | 1 | 0.1% | |
| 243.55 | 1 | 0.1% |
| Distinct count | 1176 |
|---|---|
| Unique (%) | 81.3% |
| Missing | 10 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 298.7018524 |
|---|---|
| Minimum | 294.6357143 |
| Maximum | 302.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 294.6357143 |
|---|---|
| 5-th percentile | 296.5314286 |
| Q1 | 297.6589286 |
| median | 298.6464286 |
| Q3 | 299.8335714 |
| 95-th percentile | 300.85 |
| Maximum | 302.2 |
| Range | 7.564285714 |
| Interquartile range (IQR) | 2.174642856 |
Descriptive statistics
| Standard deviation | 1.362419528 |
|---|---|
| Coefficient of variation (CV) | 0.004561135181 |
| Kurtosis | -0.68168641 |
| Mean | 298.7018524 |
| Median Absolute Deviation (MAD) | 1.142314563 |
| Skewness | -0.08105671183 |
| Sum | 431922.8786 |
| Variance | 1.856186969 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 299.8857143 | 4 | 0.3% | |
| 298.3157143 | 3 | 0.2% | |
| 297.9885714 | 3 | 0.2% | |
| 300.0257143 | 3 | 0.2% | |
| 300.54 | 3 | 0.2% | |
| 300.1185714 | 3 | 0.2% | |
| 297.0442857 | 3 | 0.2% | |
| 298.0614286 | 3 | 0.2% | |
| 297.5371429 | 3 | 0.2% | |
| 299.09 | 3 | 0.2% | |
| Other values (1166) | 1415 | 97.2% | |
| (Missing) | 10 | 0.7% |
| Value | Count | Frequency (%) | |
| 294.6357143 | 1 | 0.1% | |
| 294.8457143 | 1 | 0.1% | |
| 294.85 | 1 | 0.1% | |
| 294.9228571 | 1 | 0.1% | |
| 295.1042857 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 302.2 | 1 | 0.1% | |
| 301.6371429 | 1 | 0.1% | |
| 301.4957143 | 1 | 0.1% | |
| 301.4928571 | 1 | 0.1% | |
| 301.4742857 | 1 | 0.1% |
| Distinct count | 600 |
|---|---|
| Unique (%) | 41.5% |
| Missing | 10 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 299.2255779 |
|---|---|
| Minimum | 294.8928571 |
| Maximum | 302.9285714 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 294.8928571 |
|---|---|
| 5-th percentile | 297.1928571 |
| Q1 | 298.2571429 |
| median | 299.2892857 |
| Q3 | 300.2071429 |
| 95-th percentile | 301.1196429 |
| Maximum | 302.9285714 |
| Range | 8.035714286 |
| Interquartile range (IQR) | 1.95 |
Descriptive statistics
| Standard deviation | 1.261715273 |
|---|---|
| Coefficient of variation (CV) | 0.004216602343 |
| Kurtosis | -0.5299515604 |
| Mean | 299.2255779 |
| Median Absolute Deviation (MAD) | 1.056810727 |
| Skewness | -0.1895440008 |
| Sum | 432680.1857 |
| Variance | 1.59192543 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 300.2857143 | 8 | 0.5% | |
| 300.0357143 | 8 | 0.5% | |
| 299.6357143 | 7 | 0.5% | |
| 299.9857143 | 7 | 0.5% | |
| 300.6785714 | 7 | 0.5% | |
| 298.55 | 7 | 0.5% | |
| 299.8428571 | 7 | 0.5% | |
| 300.2071429 | 7 | 0.5% | |
| 299.9428571 | 7 | 0.5% | |
| 299.3785714 | 6 | 0.4% | |
| Other values (590) | 1375 | 94.4% | |
| (Missing) | 10 | 0.7% |
| Value | Count | Frequency (%) | |
| 294.8928571 | 1 | 0.1% | |
| 295.2428571 | 1 | 0.1% | |
| 295.4214286 | 1 | 0.1% | |
| 295.7785714 | 1 | 0.1% | |
| 295.9928571 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 302.9285714 | 1 | 0.1% | |
| 302.6142857 | 1 | 0.1% | |
| 302.2 | 1 | 0.1% | |
| 302.1785714 | 1 | 0.1% | |
| 302.1642857 | 1 | 0.1% |
| Distinct count | 1180 |
|---|---|
| Unique (%) | 81.6% |
| Missing | 10 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 295.2463565 |
|---|---|
| Minimum | 289.6428571 |
| Maximum | 298.45 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 289.6428571 |
|---|---|
| 5-th percentile | 292.4746429 |
| Q1 | 294.1189286 |
| median | 295.6407143 |
| Q3 | 296.46 |
| 95-th percentile | 297.1239286 |
| Maximum | 298.45 |
| Range | 8.807142857 |
| Interquartile range (IQR) | 2.341071428 |
Descriptive statistics
| Standard deviation | 1.527809846 |
|---|---|
| Coefficient of variation (CV) | 0.005174695006 |
| Kurtosis | -0.1100048135 |
| Mean | 295.2463565 |
| Median Absolute Deviation (MAD) | 1.277363474 |
| Skewness | -0.7214286743 |
| Sum | 426926.2314 |
| Variance | 2.334202926 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 296.6428571 | 4 | 0.3% | |
| 296.9 | 4 | 0.3% | |
| 296.3971429 | 4 | 0.3% | |
| 295.8714286 | 4 | 0.3% | |
| 296.2957143 | 4 | 0.3% | |
| 296.4157143 | 3 | 0.2% | |
| 293.5328571 | 3 | 0.2% | |
| 297.02 | 3 | 0.2% | |
| 295.8342857 | 3 | 0.2% | |
| 295.3242857 | 3 | 0.2% | |
| Other values (1170) | 1411 | 96.9% | |
| (Missing) | 10 | 0.7% |
| Value | Count | Frequency (%) | |
| 289.6428571 | 1 | 0.1% | |
| 289.8271429 | 1 | 0.1% | |
| 290.0885714 | 1 | 0.1% | |
| 290.3785714 | 1 | 0.1% | |
| 290.4671429 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 298.45 | 1 | 0.1% | |
| 298.1614286 | 1 | 0.1% | |
| 298.1414286 | 1 | 0.1% | |
| 297.9285714 | 1 | 0.1% | |
| 297.9171429 | 1 | 0.1% |
| Distinct count | 141 |
|---|---|
| Unique (%) | 9.8% |
| Missing | 10 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 303.4271093 |
|---|---|
| Minimum | 297.8 |
| Maximum | 314 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 297.8 |
|---|---|
| 5-th percentile | 299.5 |
| Q1 | 301 |
| median | 302.4 |
| Q3 | 305.5 |
| 95-th percentile | 309.8 |
| Maximum | 314 |
| Range | 16.2 |
| Interquartile range (IQR) | 4.5 |
Descriptive statistics
| Standard deviation | 3.234600708 |
|---|---|
| Coefficient of variation (CV) | 0.0106602232 |
| Kurtosis | -0.1860766353 |
| Mean | 303.4271093 |
| Median Absolute Deviation (MAD) | 2.648151337 |
| Skewness | 0.8473253059 |
| Sum | 438755.6 |
| Variance | 10.46264174 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 301.8 | 35 | 2.4% | |
| 302.3 | 35 | 2.4% | |
| 302.4 | 32 | 2.2% | |
| 302 | 28 | 1.9% | |
| 301.9 | 28 | 1.9% | |
| 302.6 | 27 | 1.9% | |
| 301.4 | 27 | 1.9% | |
| 302.9 | 27 | 1.9% | |
| 302.2 | 26 | 1.8% | |
| 300.1 | 26 | 1.8% | |
| Other values (131) | 1155 | 79.3% |
| Value | Count | Frequency (%) | |
| 297.8 | 1 | 0.1% | |
| 298 | 1 | 0.1% | |
| 298.2 | 1 | 0.1% | |
| 298.4 | 1 | 0.1% | |
| 298.7 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 314 | 1 | 0.1% | |
| 313.2 | 2 | 0.1% | |
| 312.9 | 1 | 0.1% | |
| 312.8 | 1 | 0.1% | |
| 312.7 | 1 | 0.1% |
reanalysis_min_air_temp_k
Real number (ℝ≥0)
| Distinct count | 117 |
|---|---|
| Unique (%) | 8.1% |
| Missing | 10 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 295.7191563 |
|---|---|
| Minimum | 286.9 |
| Maximum | 299.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 286.9 |
|---|---|
| 5-th percentile | 291.225 |
| Q1 | 293.9 |
| median | 296.2 |
| Q3 | 297.9 |
| 95-th percentile | 298.9 |
| Maximum | 299.9 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.565364105 |
|---|---|
| Coefficient of variation (CV) | 0.008675001434 |
| Kurtosis | -0.2095078885 |
| Mean | 295.7191563 |
| Median Absolute Deviation (MAD) | 2.146700202 |
| Skewness | -0.67351891 |
| Sum | 427609.9 |
| Variance | 6.58109299 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 298 | 37 | 2.5% | |
| 298.7 | 36 | 2.5% | |
| 298.4 | 33 | 2.3% | |
| 298.2 | 30 | 2.1% | |
| 297.5 | 30 | 2.1% | |
| 298.3 | 29 | 2.0% | |
| 298.5 | 28 | 1.9% | |
| 298.8 | 28 | 1.9% | |
| 294.3 | 28 | 1.9% | |
| 296.3 | 27 | 1.9% | |
| Other values (107) | 1140 | 78.3% |
| Value | Count | Frequency (%) | |
| 286.9 | 1 | 0.1% | |
| 287.2 | 1 | 0.1% | |
| 287.3 | 1 | 0.1% | |
| 287.4 | 1 | 0.1% | |
| 287.5 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 299.9 | 1 | 0.1% | |
| 299.6 | 2 | 0.1% | |
| 299.5 | 5 | 0.3% | |
| 299.4 | 3 | 0.2% | |
| 299.3 | 9 | 0.6% |
reanalysis_precip_amt_kg_per_m2
Real number (ℝ≥0)
| Distinct count | 1039 |
|---|---|
| Unique (%) | 71.9% |
| Missing | 10 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.15181881 |
|---|---|
| Minimum | 0 |
| Maximum | 570.5 |
| Zeros | 3 |
| Zeros (%) | 0.2% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.025 |
| Q1 | 13.055 |
| median | 27.245 |
| Q3 | 52.2 |
| 95-th percentile | 122.05 |
| Maximum | 570.5 |
| Range | 570.5 |
| Interquartile range (IQR) | 39.145 |
Descriptive statistics
| Standard deviation | 43.4343989 |
|---|---|
| Coefficient of variation (CV) | 1.081754207 |
| Kurtosis | 22.23398352 |
| Mean | 40.15181881 |
| Median Absolute Deviation (MAD) | 28.76393015 |
| Skewness | 3.384061331 |
| Sum | 58059.53 |
| Variance | 1886.547008 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 8.3 | 7 | 0.5% | |
| 11 | 6 | 0.4% | |
| 12.6 | 5 | 0.3% | |
| 10.3 | 5 | 0.3% | |
| 16.4 | 5 | 0.3% | |
| 16.7 | 5 | 0.3% | |
| 16.2 | 5 | 0.3% | |
| 23.6 | 5 | 0.3% | |
| 21.5 | 5 | 0.3% | |
| 3.6 | 5 | 0.3% | |
| Other values (1029) | 1393 | 95.7% | |
| (Missing) | 10 | 0.7% |
| Value | Count | Frequency (%) | |
| 0 | 3 | 0.2% | |
| 0.1 | 1 | 0.1% | |
| 0.2 | 4 | 0.3% | |
| 0.3 | 2 | 0.1% | |
| 0.4 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 570.5 | 1 | 0.1% | |
| 362.03 | 1 | 0.1% | |
| 304.52 | 1 | 0.1% | |
| 288.4 | 1 | 0.1% | |
| 279.6 | 1 | 0.1% |
reanalysis_relative_humidity_percent
Real number (ℝ≥0)
| Distinct count | 1370 |
|---|---|
| Unique (%) | 94.7% |
| Missing | 10 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.1619591 |
|---|---|
| Minimum | 57.78714286 |
| Maximum | 98.61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 57.78714286 |
|---|---|
| 5-th percentile | 72.96892857 |
| Q1 | 77.17714286 |
| median | 80.30142857 |
| Q3 | 86.35785714 |
| 95-th percentile | 95.82 |
| Maximum | 98.61 |
| Range | 40.82285714 |
| Interquartile range (IQR) | 9.180714286 |
Descriptive statistics
| Standard deviation | 7.153897366 |
|---|---|
| Coefficient of variation (CV) | 0.08707067656 |
| Kurtosis | -0.3919556275 |
| Mean | 82.1619591 |
| Median Absolute Deviation (MAD) | 5.765755562 |
| Skewness | 0.5739193633 |
| Sum | 118806.1929 |
| Variance | 51.17824752 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 78.31142857 | 3 | 0.2% | |
| 79.62857143 | 2 | 0.1% | |
| 79.50285714 | 2 | 0.1% | |
| 78.68285714 | 2 | 0.1% | |
| 76.92 | 2 | 0.1% | |
| 78.33 | 2 | 0.1% | |
| 78.56428571 | 2 | 0.1% | |
| 78.62714286 | 2 | 0.1% | |
| 75.43857143 | 2 | 0.1% | |
| 83.76285714 | 2 | 0.1% | |
| Other values (1360) | 1425 | 97.9% | |
| (Missing) | 10 | 0.7% |
| Value | Count | Frequency (%) | |
| 57.78714286 | 1 | 0.1% | |
| 60.64142857 | 1 | 0.1% | |
| 64.65857143 | 1 | 0.1% | |
| 64.68857143 | 1 | 0.1% | |
| 65.28428571 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 98.61 | 1 | 0.1% | |
| 98.45714286 | 1 | 0.1% | |
| 98.34142857 | 1 | 0.1% | |
| 98.13428571 | 1 | 0.1% | |
| 98.13285714 | 1 | 0.1% |
| Distinct count | 1157 |
|---|---|
| Unique (%) | 80.2% |
| Missing | 13 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.76038808 |
|---|---|
| Minimum | 0 |
| Maximum | 390.6 |
| Zeros | 239 |
| Zeros (%) | 16.4% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 9.8 |
| median | 38.34 |
| Q3 | 70.235 |
| 95-th percentile | 121.631 |
| Maximum | 390.6 |
| Range | 390.6 |
| Interquartile range (IQR) | 60.435 |
Descriptive statistics
| Standard deviation | 43.71553699 |
|---|---|
| Coefficient of variation (CV) | 0.9553139478 |
| Kurtosis | 6.780028322 |
| Mean | 45.76038808 |
| Median Absolute Deviation (MAD) | 33.48166343 |
| Skewness | 1.737448864 |
| Sum | 66032.24 |
| Variance | 1911.048174 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 239 | 16.4% | |
| 34.54 | 2 | 0.1% | |
| 37.28 | 2 | 0.1% | |
| 75.33 | 2 | 0.1% | |
| 86.14 | 2 | 0.1% | |
| 60.71 | 2 | 0.1% | |
| 65.82 | 2 | 0.1% | |
| 9.96 | 2 | 0.1% | |
| 61.8 | 2 | 0.1% | |
| 6.09 | 2 | 0.1% | |
| Other values (1147) | 1186 | 81.5% | |
| (Missing) | 13 | 0.9% |
| Value | Count | Frequency (%) | |
| 0 | 239 | 16.4% | |
| 0.49 | 1 | 0.1% | |
| 0.61 | 1 | 0.1% | |
| 0.63 | 1 | 0.1% | |
| 0.78 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 390.6 | 1 | 0.1% | |
| 389.6 | 1 | 0.1% | |
| 287.55 | 1 | 0.1% | |
| 245.73 | 1 | 0.1% | |
| 243.55 | 1 | 0.1% |
| Distinct count | 1171 |
|---|---|
| Unique (%) | 81.0% |
| Missing | 10 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.7464266 |
|---|---|
| Minimum | 11.71571429 |
| Maximum | 20.46142857 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 11.71571429 |
|---|---|
| 5-th percentile | 13.99678571 |
| Q1 | 15.55714286 |
| median | 17.08714286 |
| Q3 | 17.97821429 |
| 95-th percentile | 18.72321429 |
| Maximum | 20.46142857 |
| Range | 8.745714286 |
| Interquartile range (IQR) | 2.421071429 |
Descriptive statistics
| Standard deviation | 1.542494255 |
|---|---|
| Coefficient of variation (CV) | 0.09210885954 |
| Kurtosis | -0.4833444842 |
| Mean | 16.7464266 |
| Median Absolute Deviation (MAD) | 1.300704663 |
| Skewness | -0.5395752911 |
| Sum | 24215.33286 |
| Variance | 2.379288527 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 18.48571429 | 4 | 0.3% | |
| 18.09142857 | 4 | 0.3% | |
| 17.70428571 | 4 | 0.3% | |
| 18.48428571 | 4 | 0.3% | |
| 18.20714286 | 3 | 0.2% | |
| 16.75714286 | 3 | 0.2% | |
| 17.89571429 | 3 | 0.2% | |
| 18.18 | 3 | 0.2% | |
| 18.10428571 | 3 | 0.2% | |
| 17.98857143 | 3 | 0.2% | |
| Other values (1161) | 1412 | 97.0% | |
| (Missing) | 10 | 0.7% |
| Value | Count | Frequency (%) | |
| 11.71571429 | 1 | 0.1% | |
| 11.96428571 | 1 | 0.1% | |
| 12.11142857 | 1 | 0.1% | |
| 12.33142857 | 1 | 0.1% | |
| 12.36285714 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 20.46142857 | 1 | 0.1% | |
| 20.09142857 | 1 | 0.1% | |
| 20.07857143 | 1 | 0.1% | |
| 19.77285714 | 1 | 0.1% | |
| 19.75428571 | 1 | 0.1% |
| Distinct count | 519 |
|---|---|
| Unique (%) | 35.9% |
| Missing | 10 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.903754199 |
|---|---|
| Minimum | 1.357142857 |
| Maximum | 16.02857143 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 1.357142857 |
|---|---|
| 5-th percentile | 1.885714286 |
| Q1 | 2.328571429 |
| median | 2.857142857 |
| Q3 | 7.625 |
| 95-th percentile | 12.12142857 |
| Maximum | 16.02857143 |
| Range | 14.67142857 |
| Interquartile range (IQR) | 5.296428571 |
Descriptive statistics
| Standard deviation | 3.546445095 |
|---|---|
| Coefficient of variation (CV) | 0.7232102082 |
| Kurtosis | -0.2002596562 |
| Mean | 4.903754199 |
| Median Absolute Deviation (MAD) | 3.074891087 |
| Skewness | 1.070845694 |
| Sum | 7090.828571 |
| Variance | 12.57727281 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2.357142857 | 21 | 1.4% | |
| 2.428571429 | 17 | 1.2% | |
| 2.3 | 16 | 1.1% | |
| 2.471428571 | 16 | 1.1% | |
| 2.242857143 | 15 | 1.0% | |
| 2.071428571 | 14 | 1.0% | |
| 2.571428571 | 14 | 1.0% | |
| 2.542857143 | 13 | 0.9% | |
| 2.328571429 | 13 | 0.9% | |
| 2.157142857 | 13 | 0.9% | |
| Other values (509) | 1294 | 88.9% |
| Value | Count | Frequency (%) | |
| 1.357142857 | 1 | 0.1% | |
| 1.4 | 1 | 0.1% | |
| 1.485714286 | 1 | 0.1% | |
| 1.5 | 1 | 0.1% | |
| 1.571428571 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 16.02857143 | 1 | 0.1% | |
| 15.45714286 | 1 | 0.1% | |
| 14.94285714 | 1 | 0.1% | |
| 14.92857143 | 1 | 0.1% | |
| 14.9 | 1 | 0.1% |
| Distinct count | 492 |
|---|---|
| Unique (%) | 34.8% |
| Missing | 43 |
| Missing (%) | 3.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.18578337 |
|---|---|
| Minimum | 21.4 |
| Maximum | 30.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 21.4 |
|---|---|
| 5-th percentile | 24.83714286 |
| Q1 | 26.3 |
| median | 27.41428571 |
| Q3 | 28.15714286 |
| 95-th percentile | 28.94114286 |
| Maximum | 30.8 |
| Range | 9.4 |
| Interquartile range (IQR) | 1.857142857 |
Descriptive statistics
| Standard deviation | 1.292347463 |
|---|---|
| Coefficient of variation (CV) | 0.04753762087 |
| Kurtosis | -0.1479307864 |
| Mean | 27.18578337 |
| Median Absolute Deviation (MAD) | 1.060753156 |
| Skewness | -0.5678700748 |
| Sum | 38413.5119 |
| Variance | 1.670161965 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 28 | 17 | 1.2% | |
| 27.4 | 17 | 1.2% | |
| 28.3 | 14 | 1.0% | |
| 27.8 | 14 | 1.0% | |
| 27.2 | 14 | 1.0% | |
| 28.1 | 13 | 0.9% | |
| 26.6 | 13 | 0.9% | |
| 27.6 | 12 | 0.8% | |
| 28.4 | 12 | 0.8% | |
| 27.7 | 12 | 0.8% | |
| Other values (482) | 1275 | 87.6% | |
| (Missing) | 43 | 3.0% |
| Value | Count | Frequency (%) | |
| 21.4 | 1 | 0.1% | |
| 22.84285714 | 1 | 0.1% | |
| 23.31428571 | 1 | 0.1% | |
| 23.4 | 1 | 0.1% | |
| 23.41428571 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 30.8 | 1 | 0.1% | |
| 30.07142857 | 1 | 0.1% | |
| 30.03333333 | 1 | 0.1% | |
| 30.02857143 | 1 | 0.1% | |
| 30 | 1 | 0.1% |
| Distinct count | 470 |
|---|---|
| Unique (%) | 33.3% |
| Missing | 43 |
| Missing (%) | 3.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.059328009 |
|---|---|
| Minimum | 4.528571429 |
| Maximum | 15.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 4.528571429 |
|---|---|
| 5-th percentile | 5.585714286 |
| Q1 | 6.514285714 |
| median | 7.3 |
| Q3 | 9.566666667 |
| 95-th percentile | 12.2 |
| Maximum | 15.8 |
| Range | 11.27142857 |
| Interquartile range (IQR) | 3.052380952 |
Descriptive statistics
| Standard deviation | 2.128567654 |
|---|---|
| Coefficient of variation (CV) | 0.2641122996 |
| Kurtosis | -0.2541487124 |
| Mean | 8.059328009 |
| Median Absolute Deviation (MAD) | 1.772406859 |
| Skewness | 0.8452591506 |
| Sum | 11387.83048 |
| Variance | 4.530800257 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 6.185714286 | 14 | 1.0% | |
| 6.842857143 | 13 | 0.9% | |
| 6.9 | 13 | 0.9% | |
| 6.742857143 | 13 | 0.9% | |
| 6.585714286 | 12 | 0.8% | |
| 6.757142857 | 12 | 0.8% | |
| 7.057142857 | 12 | 0.8% | |
| 6.342857143 | 12 | 0.8% | |
| 6.928571429 | 12 | 0.8% | |
| 7.385714286 | 12 | 0.8% | |
| Other values (460) | 1288 | 88.5% | |
| (Missing) | 43 | 3.0% |
| Value | Count | Frequency (%) | |
| 4.528571429 | 2 | 0.1% | |
| 4.585714286 | 2 | 0.1% | |
| 4.614285714 | 3 | 0.2% | |
| 4.628571429 | 1 | 0.1% | |
| 4.671428571 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 15.8 | 1 | 0.1% | |
| 14.9 | 1 | 0.1% | |
| 14.5 | 1 | 0.1% | |
| 14.13333333 | 2 | 0.1% | |
| 14.075 | 1 | 0.1% |
| Distinct count | 73 |
|---|---|
| Unique (%) | 5.1% |
| Missing | 20 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.45243733 |
|---|---|
| Minimum | 26.7 |
| Maximum | 42.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 26.7 |
|---|---|
| 5-th percentile | 28.9 |
| Q1 | 31.1 |
| median | 32.8 |
| Q3 | 33.9 |
| 95-th percentile | 35.4 |
| Maximum | 42.2 |
| Range | 15.5 |
| Interquartile range (IQR) | 2.8 |
Descriptive statistics
| Standard deviation | 1.959318211 |
|---|---|
| Coefficient of variation (CV) | 0.06037507111 |
| Kurtosis | 0.2215315492 |
| Mean | 32.45243733 |
| Median Absolute Deviation (MAD) | 1.550767859 |
| Skewness | -0.2620686601 |
| Sum | 46601.7 |
| Variance | 3.838927853 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 32.8 | 146 | 10.0% | |
| 32.2 | 126 | 8.7% | |
| 31.7 | 112 | 7.7% | |
| 33.3 | 112 | 7.7% | |
| 31.1 | 92 | 6.3% | |
| 33.9 | 73 | 5.0% | |
| 29.4 | 69 | 4.7% | |
| 30.6 | 63 | 4.3% | |
| 30 | 55 | 3.8% | |
| 34.4 | 42 | 2.9% | |
| Other values (63) | 546 | 37.5% |
| Value | Count | Frequency (%) | |
| 26.7 | 2 | 0.1% | |
| 27.2 | 4 | 0.3% | |
| 27.8 | 17 | 1.2% | |
| 28.3 | 31 | 2.1% | |
| 28.9 | 41 | 2.8% |
| Value | Count | Frequency (%) | |
| 42.2 | 1 | 0.1% | |
| 38.6 | 1 | 0.1% | |
| 37.7 | 1 | 0.1% | |
| 37.4 | 1 | 0.1% | |
| 37.2 | 1 | 0.1% |
station_min_temp_c
Real number (ℝ≥0)
| Distinct count | 73 |
|---|---|
| Unique (%) | 5.1% |
| Missing | 14 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.10214979 |
|---|---|
| Minimum | 14.7 |
| Maximum | 25.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 14.7 |
|---|---|
| 5-th percentile | 19.5 |
| Q1 | 21.1 |
| median | 22.2 |
| Q3 | 23.3 |
| 95-th percentile | 24.4 |
| Maximum | 25.6 |
| Range | 10.9 |
| Interquartile range (IQR) | 2.2 |
Descriptive statistics
| Standard deviation | 1.574066225 |
|---|---|
| Coefficient of variation (CV) | 0.0712177883 |
| Kurtosis | 0.2239059557 |
| Mean | 22.10214979 |
| Median Absolute Deviation (MAD) | 1.270216855 |
| Skewness | -0.307107928 |
| Sum | 31871.3 |
| Variance | 2.47768448 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 23.9 | 135 | 9.3% | |
| 22.8 | 127 | 8.7% | |
| 23.3 | 114 | 7.8% | |
| 21.7 | 113 | 7.8% | |
| 24.4 | 107 | 7.3% | |
| 22.2 | 105 | 7.2% | |
| 21.1 | 99 | 6.8% | |
| 20.6 | 76 | 5.2% | |
| 20 | 51 | 3.5% | |
| 21 | 46 | 3.2% | |
| Other values (63) | 469 | 32.2% |
| Value | Count | Frequency (%) | |
| 14.7 | 1 | 0.1% | |
| 16.4 | 1 | 0.1% | |
| 16.8 | 1 | 0.1% | |
| 16.9 | 1 | 0.1% | |
| 17 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 25.6 | 9 | 0.6% | |
| 25 | 37 | 2.5% | |
| 24.4 | 107 | 7.3% | |
| 24.2 | 1 | 0.1% | |
| 23.9 | 135 | 9.3% |
| Distinct count | 663 |
|---|---|
| Unique (%) | 46.2% |
| Missing | 22 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.32635983 |
|---|---|
| Minimum | 0 |
| Maximum | 543.3 |
| Zeros | 42 |
| Zeros (%) | 2.9% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 8.7 |
| median | 23.85 |
| Q3 | 53.9 |
| 95-th percentile | 127.845 |
| Maximum | 543.3 |
| Range | 543.3 |
| Interquartile range (IQR) | 45.2 |
Descriptive statistics
| Standard deviation | 47.4553143 |
|---|---|
| Coefficient of variation (CV) | 1.206704981 |
| Kurtosis | 15.37607645 |
| Mean | 39.32635983 |
| Median Absolute Deviation (MAD) | 32.49597696 |
| Skewness | 2.984022989 |
| Sum | 56394 |
| Variance | 2252.006855 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 42 | 2.9% | |
| 0.5 | 19 | 1.3% | |
| 3.3 | 11 | 0.8% | |
| 0.8 | 11 | 0.8% | |
| 1.3 | 10 | 0.7% | |
| 7.9 | 9 | 0.6% | |
| 0.3 | 9 | 0.6% | |
| 2.3 | 9 | 0.6% | |
| 9.9 | 8 | 0.5% | |
| 4.1 | 8 | 0.5% | |
| Other values (653) | 1298 | 89.1% | |
| (Missing) | 22 | 1.5% |
| Value | Count | Frequency (%) | |
| 0 | 42 | 2.9% | |
| 0.3 | 9 | 0.6% | |
| 0.5 | 19 | 1.3% | |
| 0.6 | 5 | 0.3% | |
| 0.8 | 11 | 0.8% |
| Value | Count | Frequency (%) | |
| 543.3 | 1 | 0.1% | |
| 350.9 | 1 | 0.1% | |
| 305.9 | 1 | 0.1% | |
| 296.9 | 1 | 0.1% | |
| 293.1 | 1 | 0.1% |
| Distinct count | 1456 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 62.8 KiB |
| sj20011 | 1 |
|---|---|
| sj199642 | 1 |
| iq200452 | 1 |
| iq200328 | 1 |
| sj199116 | 1 |
| Other values (1451) |
| Value | Count | Frequency (%) | |
| sj20011 | 1 | 0.1% | |
| sj199642 | 1 | 0.1% | |
| iq200452 | 1 | 0.1% | |
| iq200328 | 1 | 0.1% | |
| sj199116 | 1 | 0.1% | |
| iq200246 | 1 | 0.1% | |
| sj19958 | 1 | 0.1% | |
| sj199235 | 1 | 0.1% | |
| iq200333 | 1 | 0.1% | |
| iq20091 | 1 | 0.1% | |
| Other values (1446) | 1446 | 99.3% |
Length
| Max length | 8 |
|---|---|
| Mean length | 7.826923077 |
| Min length | 7 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 10 | 71.4% | |
| Lowercase_Letter | 4 | 28.6% |
| Value | Count | Frequency (%) | |
| Common | 10 | 71.4% | |
| Latin | 4 | 28.6% |
| Value | Count | Frequency (%) | |
| ASCII | 14 | 100.0% |
| Distinct count | 135 |
|---|---|
| Unique (%) | 9.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.67513736 |
|---|---|
| Minimum | 0 |
| Maximum | 461 |
| Zeros | 100 |
| Zeros (%) | 6.9% |
| Memory size | 62.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 12 |
| Q3 | 28 |
| 95-th percentile | 81.25 |
| Maximum | 461 |
| Range | 461 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 43.59600016 |
|---|---|
| Coefficient of variation (CV) | 1.766798682 |
| Kurtosis | 36.51253012 |
| Mean | 24.67513736 |
| Median Absolute Deviation (MAD) | 23.00335482 |
| Skewness | 5.273849693 |
| Sum | 35927 |
| Variance | 1900.61123 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.5 7.5 18.5 31.5 38.5 76.5 141.5 461. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 100 | 6.9% | |
| 6 | 71 | 4.9% | |
| 3 | 70 | 4.8% | |
| 5 | 70 | 4.8% | |
| 2 | 69 | 4.7% | |
| 1 | 59 | 4.1% | |
| 7 | 58 | 4.0% | |
| 4 | 56 | 3.8% | |
| 8 | 44 | 3.0% | |
| 9 | 43 | 3.0% | |
| Other values (125) | 816 | 56.0% |
| Value | Count | Frequency (%) | |
| 0 | 100 | 6.9% | |
| 1 | 59 | 4.1% | |
| 2 | 69 | 4.7% | |
| 3 | 70 | 4.8% | |
| 4 | 56 | 3.8% |
| Value | Count | Frequency (%) | |
| 461 | 1 | 0.1% | |
| 426 | 1 | 0.1% | |
| 410 | 1 | 0.1% | |
| 395 | 1 | 0.1% | |
| 381 | 1 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| city | year | weekofyear | week_start_date | ndvi_ne | ndvi_nw | ndvi_se | ndvi_sw | precipitation_amt_mm | reanalysis_air_temp_k | reanalysis_avg_temp_k | reanalysis_dew_point_temp_k | reanalysis_max_air_temp_k | reanalysis_min_air_temp_k | reanalysis_precip_amt_kg_per_m2 | reanalysis_relative_humidity_percent | reanalysis_sat_precip_amt_mm | reanalysis_specific_humidity_g_per_kg | reanalysis_tdtr_k | station_avg_temp_c | station_diur_temp_rng_c | station_max_temp_c | station_min_temp_c | station_precip_mm | id | total_cases | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | sj | 1990 | 18 | 1990-04-30 | 0.122600 | 0.103725 | 0.198483 | 0.177617 | 12.42 | 297.572857 | 297.742857 | 292.414286 | 299.8 | 295.9 | 32.00 | 73.365714 | 12.42 | 14.012857 | 2.628571 | 25.442857 | 6.900000 | 29.4 | 20.0 | 16.0 | sj199018 | 4 |
| 1 | sj | 1990 | 19 | 1990-05-07 | 0.169900 | 0.142175 | 0.162357 | 0.155486 | 22.82 | 298.211429 | 298.442857 | 293.951429 | 300.9 | 296.4 | 17.94 | 77.368571 | 22.82 | 15.372857 | 2.371429 | 26.714286 | 6.371429 | 31.7 | 22.2 | 8.6 | sj199019 | 5 |
| 2 | sj | 1990 | 20 | 1990-05-14 | 0.032250 | 0.172967 | 0.157200 | 0.170843 | 34.54 | 298.781429 | 298.878571 | 295.434286 | 300.5 | 297.3 | 26.10 | 82.052857 | 34.54 | 16.848571 | 2.300000 | 26.714286 | 6.485714 | 32.2 | 22.8 | 41.4 | sj199020 | 4 |
| 3 | sj | 1990 | 21 | 1990-05-21 | 0.128633 | 0.245067 | 0.227557 | 0.235886 | 15.36 | 298.987143 | 299.228571 | 295.310000 | 301.4 | 297.0 | 13.90 | 80.337143 | 15.36 | 16.672857 | 2.428571 | 27.471429 | 6.771429 | 33.3 | 23.3 | 4.0 | sj199021 | 3 |
| 4 | sj | 1990 | 22 | 1990-05-28 | 0.196200 | 0.262200 | 0.251200 | 0.247340 | 7.52 | 299.518571 | 299.664286 | 295.821429 | 301.9 | 297.5 | 12.20 | 80.460000 | 7.52 | 17.210000 | 3.014286 | 28.942857 | 9.371429 | 35.0 | 23.9 | 5.8 | sj199022 | 6 |
| 5 | sj | 1990 | 23 | 1990-06-04 | NaN | 0.174850 | 0.254314 | 0.181743 | 9.58 | 299.630000 | 299.764286 | 295.851429 | 302.4 | 298.1 | 26.49 | 79.891429 | 9.58 | 17.212857 | 2.100000 | 28.114286 | 6.942857 | 34.4 | 23.9 | 39.1 | sj199023 | 2 |
| 6 | sj | 1990 | 24 | 1990-06-11 | 0.112900 | 0.092800 | 0.205071 | 0.210271 | 3.48 | 299.207143 | 299.221429 | 295.865714 | 301.3 | 297.7 | 38.60 | 82.000000 | 3.48 | 17.234286 | 2.042857 | 27.414286 | 6.771429 | 32.2 | 23.3 | 29.7 | sj199024 | 4 |
| 7 | sj | 1990 | 25 | 1990-06-18 | 0.072500 | 0.072500 | 0.151471 | 0.133029 | 151.12 | 299.591429 | 299.528571 | 296.531429 | 300.6 | 298.4 | 30.00 | 83.375714 | 151.12 | 17.977143 | 1.571429 | 28.371429 | 7.685714 | 33.9 | 22.8 | 21.1 | sj199025 | 5 |
| 8 | sj | 1990 | 26 | 1990-06-25 | 0.102450 | 0.146175 | 0.125571 | 0.123600 | 19.32 | 299.578571 | 299.557143 | 296.378571 | 302.1 | 297.7 | 37.51 | 82.768571 | 19.32 | 17.790000 | 1.885714 | 28.328571 | 7.385714 | 33.9 | 22.8 | 21.1 | sj199026 | 10 |
| 9 | sj | 1990 | 27 | 1990-07-02 | NaN | 0.121550 | 0.160683 | 0.202567 | 14.41 | 300.154286 | 300.278571 | 296.651429 | 302.3 | 298.7 | 28.40 | 81.281429 | 14.41 | 18.071429 | 2.014286 | 28.328571 | 6.514286 | 33.9 | 24.4 | 1.1 | sj199027 | 6 |
Last rows
| city | year | weekofyear | week_start_date | ndvi_ne | ndvi_nw | ndvi_se | ndvi_sw | precipitation_amt_mm | reanalysis_air_temp_k | reanalysis_avg_temp_k | reanalysis_dew_point_temp_k | reanalysis_max_air_temp_k | reanalysis_min_air_temp_k | reanalysis_precip_amt_kg_per_m2 | reanalysis_relative_humidity_percent | reanalysis_sat_precip_amt_mm | reanalysis_specific_humidity_g_per_kg | reanalysis_tdtr_k | station_avg_temp_c | station_diur_temp_rng_c | station_max_temp_c | station_min_temp_c | station_precip_mm | id | total_cases | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1446 | iq | 2010 | 16 | 2010-04-23 | 0.231486 | 0.294686 | 0.331657 | 0.244400 | 86.70 | 298.438571 | 299.507143 | 297.678571 | 304.7 | 294.7 | 81.40 | 95.995714 | 86.70 | 19.448571 | 7.757143 | 27.850000 | 9.600000 | 33.5 | 22.5 | 51.1 | iq201016 | 8 |
| 1447 | iq | 2010 | 17 | 2010-04-30 | 0.239743 | 0.259271 | 0.307786 | 0.307943 | 26.00 | 299.048571 | 300.028571 | 296.468571 | 308.4 | 294.6 | 23.60 | 87.657143 | 26.00 | 18.068571 | 8.257143 | 28.850000 | 12.125000 | 36.2 | 21.4 | 35.4 | iq201017 | 4 |
| 1448 | iq | 2010 | 18 | 2010-05-07 | 0.260814 | 0.255786 | 0.257771 | 0.340286 | 73.97 | 297.617143 | 298.585714 | 296.975714 | 304.7 | 294.6 | 85.46 | 96.712857 | 73.97 | 18.602857 | 5.714286 | 27.600000 | 9.600000 | 33.2 | 21.4 | 8.1 | iq201018 | 2 |
| 1449 | iq | 2010 | 19 | 2010-05-14 | 0.168686 | 0.158500 | 0.133071 | 0.145600 | 59.40 | 297.278571 | 297.935714 | 296.738571 | 306.0 | 294.0 | 87.30 | 97.445714 | 59.40 | 18.391429 | 6.185714 | 27.400000 | 10.400000 | 33.7 | 21.2 | 32.0 | iq201019 | 7 |
| 1450 | iq | 2010 | 20 | 2010-05-21 | 0.263071 | 0.272500 | 0.258271 | 0.244500 | 1.15 | 297.648571 | 298.707143 | 293.227143 | 308.7 | 290.1 | 8.80 | 78.998571 | 1.15 | 14.908571 | 11.242857 | 25.633333 | 9.200000 | 34.0 | 20.0 | 2.5 | iq201020 | 6 |
| 1451 | iq | 2010 | 21 | 2010-05-28 | 0.342750 | 0.318900 | 0.256343 | 0.292514 | 55.30 | 299.334286 | 300.771429 | 296.825714 | 309.7 | 294.5 | 45.00 | 88.765714 | 55.30 | 18.485714 | 9.800000 | 28.633333 | 11.933333 | 35.4 | 22.4 | 27.0 | iq201021 | 5 |
| 1452 | iq | 2010 | 22 | 2010-06-04 | 0.160157 | 0.160371 | 0.136043 | 0.225657 | 86.47 | 298.330000 | 299.392857 | 296.452857 | 308.5 | 291.9 | 207.10 | 91.600000 | 86.47 | 18.070000 | 7.471429 | 27.433333 | 10.500000 | 34.7 | 21.7 | 36.6 | iq201022 | 8 |
| 1453 | iq | 2010 | 23 | 2010-06-11 | 0.247057 | 0.146057 | 0.250357 | 0.233714 | 58.94 | 296.598571 | 297.592857 | 295.501429 | 305.5 | 292.4 | 50.60 | 94.280000 | 58.94 | 17.008571 | 7.500000 | 24.400000 | 6.900000 | 32.2 | 19.2 | 7.4 | iq201023 | 1 |
| 1454 | iq | 2010 | 24 | 2010-06-18 | 0.333914 | 0.245771 | 0.278886 | 0.325486 | 59.67 | 296.345714 | 297.521429 | 295.324286 | 306.1 | 291.9 | 62.33 | 94.660000 | 59.67 | 16.815714 | 7.871429 | 25.433333 | 8.733333 | 31.2 | 21.0 | 16.0 | iq201024 | 1 |
| 1455 | iq | 2010 | 25 | 2010-06-25 | 0.298186 | 0.232971 | 0.274214 | 0.315757 | 63.22 | 298.097143 | 299.835714 | 295.807143 | 307.8 | 292.3 | 36.90 | 89.082857 | 63.22 | 17.355714 | 11.014286 | 27.475000 | 9.900000 | 33.7 | 22.2 | 20.4 | iq201025 | 4 |